In-Context Learning

Using Natural Language Explanations to Improve Robustness of In-context Learning ACL 2024 Visual In-Context Prompting CVPR 2024 VLM Agents Generate Their Own Memories: Distilling Experience into Embodied Programs of Thought NeurIPS 2024 What Do Language Models Learn in Context? The Structured Task Hypothesis. ACL 2024 When Parts Are Greater Than Sums: Individual LLM Components Can Outperform Full Models EMNLP 2024 Where does In-context Learning Happen in Large Language Models? NeurIPS 2024 Wordflow: Social Prompt Engineering for Large Language Models ACL 2024 2INER: Instructive and In-Context Learning on Few-Shot Named Entity Recognition EMNLP 2023 A Comprehensive Evaluation of Tool-Assisted Generation Strategies EMNLP 2023 Active Learning Principles for In-Context Learning with Large Language Models EMNLP 2023 ACT-SQL: In-Context Learning for Text-to-SQL with Automatically-Generated Chain-of-Thought EMNLP 2023 Automatic Prompt Augmentation and Selection with Chain-of-Thought from Labeled Data EMNLP 2023 BYOC: Personalized Few-Shot Classification with Co-Authored Class Descriptions EMNLP 2023 Can In-context Learners Learn a Reasoning Concept from Demonstrations? ACL 2023 Can We Edit Factual Knowledge by In-Context Learning? EMNLP 2023 Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them ACL 2023 ChatGPT for Zero-shot Dialogue State Tracking: A Solution or an Opportunity? ACL 2023 Cognitive Reframing of Negative Thoughts through Human-Language Model Interaction ACL 2023 Complementary Explanations for Effective In-Context Learning ACL 2023 Coverage-based Example Selection for In-Context Learning EMNLP 2023 CTQScorer: Combining Multiple Features for In-context Example Selection for Machine Translation EMNLP 2023 Data Curation Alone Can Stabilize In-context Learning ACL 2023 DecoMT: Decomposed Prompting for Machine Translation Between Related Languages using Large Language Models EMNLP 2023 Demystifying Prompts in Language Models via Perplexity Estimation EMNLP 2023 DIN-SQL: Decomposed In-Context Learning of Text-to-SQL with Self-Correction NeurIPS 2023